Nearly a Year of Nuggets

Charles F Vardeman II

2023-08-28

Where we started…

Where we’re going…

AI Success Factors: Engineering Trust in Deployments

First some much older nuggets from the beginning…

Old School AI and the Web…

A vision of “Ontologies”, “Linked Data”, and “Software Agents”…

Tim Berners-Lee, James Hendler, and Ora Lassila. “The Semantic Web.” Scientific American 284, no. 5 (2001): 34–43. https://lassila.org/publications/2001/SciAm.html

Old School “Cool” AI and the Web (2001)…

The semantic web had a vision of Agents with Shared Understanding through Ontologies, the ability to Use Tools Like the Web and Consume a Web of Linked Data as Distibuted Knowledge Graphs.

Tim Berners-Lee, James Hendler, and Ora Lassila. “The Semantic Web.” Scientific American 284, no. 5 (2001): 34–43. https://lassila.org/publications/2001/SciAm.html

What’s an Ontology?

Tom Gruber. “Ontology.” In Encyclopedia of Database Systems, edited by Ling Liu and M. Tamer Özsu, 1–3. New York, NY: Springer, 2016. https://doi.org/10.1007/978-1-4899-7993-3_1318-2.

Ontology Design Patterns

Eva Blomqvist, Pascal Hitzler, Krzysztof Janowicz, Adila Krisnadhi, Tom Narock, and Monika Solanki. “Considerations Regarding Ontology Design Patterns.” Semantic Web 7, no. 1 (November 10, 2015): 1–7. https://doi.org/10.3233/SW-150202.

Google Search and the “Semantic Web”

Google. “Introducing the Knowledge Graph: Things, Not Strings,” May 16, 2012. https://blog.google/products/search/introducing-knowledge-graph-things-not/.

Google. “A Reintroduction to Our Knowledge Graph and Knowledge Panels,” May 20, 2020. https://blog.google/products/search/about-knowledge-graph-and-knowledge-panels/.

Knowledge Graphs

Hogan, Aidan, Eva Blomqvist, Michael Cochez, Claudia d’Amato, Gerard de Melo, Claudio Gutiérrez, Sabrina Kirrane, et al. Knowledge Graphs. Synthesis Lectures on Data, Semantics, and Knowledge 22. Springer, 2021. https://doi.org/10.2200/S01125ED1V01Y202109DSK022.

Knowledge Graphs

What’s a Knowledge Graph?

Hogan, Aidan, Eva Blomqvist, Michael Cochez, Claudia d’Amato, Gerard de Melo, Claudio Gutiérrez, Sabrina Kirrane, et al. Knowledge Graphs. Synthesis Lectures on Data, Semantics, and Knowledge 22. Springer, 2021. https://doi.org/10.2200/S01125ED1V01Y202109DSK022.

AI in 2023..

The “AI Social Disruption”

James Gary, “AI – The Social Disruption”, AI Magazine 42, no. 1 (April 12, 2021), Cover.

Pretrained Foundation Models…

Zhou, Ce, Qian Li, Chen Li, Jun Yu, Yixin Liu, Guangjing Wang, Kai Zhang, et al. “A Comprehensive Survey on Pretrained Foundation Models: A History from BERT to ChatGPT.” arXiv, May 1, 2023. https://doi.org/10.48550/arXiv.2302.09419.

Evolution of Large Language Models

Yang, Jingfeng, Hongye Jin, Ruixiang Tang, Xiaotian Han, Qizhang Feng, Haoming Jiang, Bing Yin, and Xia Hu. “Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond.” arXiv, April 27, 2023. https://doi.org/10.48550/arXiv.2304.13712.

How to Build a ChatGPT

We’re Talking about LLMs!

Shanahan, Murray. “Talking About Large Language Models.” arXiv, February 16, 2023. https://doi.org/10.48550/arXiv.2212.03551.